结合FRF和变更点的基于测试工作的软件可靠性评估

Q3 Decision Sciences
Rajat Arora, A. Aggarwal
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引用次数: 3

摘要

在当今世界,为了满足高质量和可靠的软件系统的需求,对软件代码进行全面的测试和调试势在必行。故障的检测和清除速率可能随时间而变化。速率发生变化的时间点称为变化点。实际上,故障计数可能与从系统中移除的总故障计数不一致。它们的比值由故障减少因子(FRF)来衡量。在这里,我们提出了一个威布尔测试工作量依赖的软件可靠性增长模型,该模型具有逻辑FRF和变化点,用于评估软件系统的故障现象。在两个真实的软件故障数据集上对模型进行了验证。采用最小二乘法对参数进行估计,并用各种准则检验拟合优度。并与文献中已有的模型进行了比较,表明本文提出的模型具有更好的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Testing effort based software reliability assessment incorporating FRF and change point
In today's World, to meet the demand of high quality and reliable software systems, it is imperative to perform comprehensive testing and debugging of the software code. The fault detection and removal rate may change over time. The time point after which the rates are changed is termed as the change point. Practically, the failure count may not coincide with the total fault count removed from the system. Their ratio is measured by Fault Reduction Factor (FRF). Here, we propose a Weibull testing effort dependent Software Reliability Growth Model with logistic FRF and change point for assessing the failure phenomenon of a software system. The models have been validated on two real software fault datasets. The parameters are estimated using Least squares and various criteria are employed to check the goodness of fit. The comparison is also facilitated with the existing models in literature to demonstrate that proposed model has better performance.
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来源期刊
Yugoslav Journal of Operations Research
Yugoslav Journal of Operations Research Decision Sciences-Management Science and Operations Research
CiteScore
2.50
自引率
0.00%
发文量
14
审稿时长
24 weeks
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